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8/3/2019 1.Financial Derivatives and Discrete Time Models I
http://slidepdf.com/reader/full/1financial-derivatives-and-discrete-time-models-i 1/11
1 I n t r o d u c t i o n t o d e r i v a t i v e s e c u r i t i e s
1 . 1 S o m e d e n i t i o n s f r o m n a n c e
T h e r e a r e a n e n o r m o u s n u m b e r o f d e r i v a t i v e s e c u r i t i e s b e i n g t r a d e d i n n a n c i a l
m a r k e t s . R a t h e r t h a n s p e n d i n g t i m e l i s t i n g t h e m h e r e , w e r e f e r t o t h e r e f e r e n c e s
a n d j u s t d e n e t h o s e s e c u r i t i e s t h a t w e s h a l l b e p r i c i n g .
D e n i t i o n 1 . 1 A f o r w a r d c o n t r a c t i s a n a g r e e m e n t t o b u y o r s e l l a n a s s e t o n
a s p e c i e d f u t u r e d a t e f o r a s p e c i e d p r i c e .
F o r w a r d s a r e n o t g e n e r a l l y t r a d e d o n e x c h a n g e s . I t c o s t s n o t h i n g t o e n t e r i n t o
a f o r w a r d c o n t r a c t . A f u t u r e c o n t r a c t i s t h e s a m e a s a f o r w a r d e x c e p t t h a t f u t u r e s
a r e n o r m a l l y t r a d e d o n e x c h a n g e s a n d t h e e x c h a n g e s p e c i e s c e r t a i n s t a n d a r d
f e a t u r e s o f t h e c o n t r a c t .
F o r m o s t o f t h i s c o u r s e , w e s h a l l b e c o n c e r n e d w i t h t h e p r i c i n g o f o p t i o n s . O p -
t i o n s c o m e i n m a n y d i e r e n t t y p e s o f w h i c h t h e m o s t i m p o r t a n t a r e t h e A m e r i c a n
a n d E u r o p e a n o p t i o n s . O p t i o n s w e r e r s t t r a d e d o n a n o r g a n i s e d e x c h a n g e i n
1 9 7 3 , s i n c e w h e n t h e r e h a s b e e n a d r a m a t i c g r o w t h i n t h e o p t i o n s m a r k e t s . A n
o p t i o n i s s o - c a l l e d b e c a u s e i t g i v e s t h e h o l d e r t h e r i g h t , b u t n o t t h e o b l i g a t i o n , t o
d o s o m e t h i n g .
D e n i t i o n 1 . 2 A c a l l o p t i o n g i v e s t h e h o l d e r t h e r i g h t t o b u y . A p u t o p t i o n g i v e s
t h e h o l d e r t h e r i g h t t o s e l l .
A E u r o p e a n c a l l r e s p . p u t o p t i o n g i v e s t h e h o l d e r t h e r i g h t , b u t n o t t h e
o b l i g a t i o n , t o b u y r e s p . s e l l a n a s s e t o n a c e r t a i n d a t e t h e e x p i r a t i o n d a t e ,
e x e r c i s e d a t e o r m a t u r i t y , f o r a c e r t a i n p r i c e t h e s t r i k e p r i c e .
A n A m e r i c a n o p t i o n i s s i m i l a r e x c e p t t h a t t h e h o l d e r o f a n A m e r i c a n c a l l , f o r
e x a m p l e , h a s t h e r i g h t t o b u y t h e a s s e t f o r t h e s p e c i e d p r i c e a t a n y t i m e u p
u n t i l t h e e x p i r a t i o n d a t e . I t c a n b e o p t i m a l t o e x e r c i s e s u c h a n o p t i o n p r i o r t o
e x p i r a t i o n . A m e r i c a n o p t i o n s a r e h a r d e r t o a n a l y s e t h a n E u r o p e a n o n e s a n d w e
s h a l l t o u c h o n t h e m a t m o s t b r i e y .
T h e r e a r e t w o m a i n u s e s f o r o p t i o n s , s p e c u l a t i o n a n d h e d g i n g . I n s p e c u l a t i o n ,
a v a i l a b l e f u n d s a r e i n v e s t e d o p p o r t u n i s t i c a l l y i n t h e h o p e o f m a k i n g a p r o t .
H e d g i n g i s t y p i c a l l y e n g a g e d i n b y c o m p a n i e s w h o h a v e t o d e a l h a b i t u a l l y i n
i n t r i n s i c a l l y r i s k y a s s e t s s u c h a s f o r e i g n e x c h a n g e , w h e a t , c o p p e r , o i l a n d s o o n .
F o r h e d g e r s , t h e b a s i c p u r p o s e o f a n o p t i o n i s t o s p r e a d r i s k .
S u p p o s e t h a t I k n o w t h a t i n t h r e e m o n t h s t i m e I s h a l l n e e d a m i l l i o n g a l l o n s o f
j e t f u e l . I a m w o r r i e d b y t h e u c t u a t i o n s i n t h e p r i c e o f f u e l a n d s o I b u y E u r o p e a n
c a l l o p t i o n s . T h i s w a y I k n o w t h e m a x i m u m a m o u n t o f m o n e y t h a t I s h a l l n e e d
t o b u y t h e f u e l . L e t ' s d e n o t e t h e p r i c e o f t h e u n d e r l y i n g a s s e t j e t f u e l a t t i m e T
w h e n t h e o p t i o n e x p i r e s t h r e e m o n t h s t i m e b y S
T
a n d s u p p o s e t h a t t h e s t r i k e
p r i c e i s K . I f , a t t i m e T , S
T
K t h e n I s h a l l e x e r c i s e t h e o p t i o n . T h e o p t i o n i s
t h e n s a i d t o b e i n t h e m o n e y : I a m a b l e t o b u y a n a s s e t w o r t h S
T
K d o l l a r s f o r
j u s t K d o l l a r s . I f o n t h e o t h e r h a n d S
T
K t h e n I ' l l b u y m y f u e l o n t h e o p e n
m a r k e t a n d t h r o w a w a y t h e o p t i o n w h i c h i s w o r t h l e s s . T h e o p t i o n i s t h e n s a i d
t o b e o u t o f t h e m o n e y . T h e p a y o f r o m t h e o p t i o n i s t h u s m a x S
T
; K , K o r
S
T
, K
+
.
8/3/2019 1.Financial Derivatives and Discrete Time Models I
http://slidepdf.com/reader/full/1financial-derivatives-and-discrete-time-models-i 2/11
T h e f u n d a m e n t a l p r o b l e m i s t o d e t e r m i n e h o w m u c h I s h o u l d b e w i l l i n g t o p a y
f o r s u c h a n o p t i o n . Y o u c a n t h i n k o f i t a s a n i n s u r a n c e p r e m i u m . I a m i n s u r i n g
m y s e l f a g a i n s t t h e p r i c e o f j e t f u e l g o i n g u p .
I n o r d e r t o a n s w e r t h i s q u e s t i o n w e a r e g o i n g t o h a v e t o m a k e s o m e a s s u m p -
t i o n s a b o u t t h e w a y i n w h i c h m a r k e t s o p e r a t e . T o f o r m u l a t e t h e s e w e b e g i n b y
d i s c u s s i n g f o r w a r d c o n t r a c t s i n m o r e d e t a i l .
1 . 2 P r i c i n g a f o r w a r d
R e c a l l t h a t a f o r w a r d c o n t r a c t i s a n a g r e e m e n t t o b u y o r s e l l a n a s s e t o n a
s p e c i e d f u t u r e d a t e f o r a s p e c i e d p r i c e . T h e p r i c i n g p r o b l e m h e r e i s ` W h a t
p r i c e f o r t h e a s s e t s h o u l d b e s p e c i e d i n t h e c o n t r a c t ? ' .
P r o b l e m 1 . 3 S u p p o s e t h a t I e n t e r i n t o a l o n g p o s i t i o n o n a f o r w a r d c o n t r a c t ,
t h a t i s I a g r e e t o b u y t h e a s s e t f o r p r i c e K a t t i m e T . T h e n t h e p a y o a t t i m e T
i s S
T
, K , w h e r e S
T
i s t h e a s s e t p r i c e a t t i m e T , s i n c e I m u s t b u y a n a s s e t
w o r t h S
T
f o r p r i c e K . T h i s p a y o c o u l d b e p o s i t i v e o r n e g a t i v e a n d s i n c e t h e c o s t
o f e n t e r i n g i n t o a f o r w a r d c o n t r a c t i s z e r o t h i s i s a l s o m y t o t a l g a i n o r l o s s f r o m
t h e c o n t r a c t . O u r q u e s t i o n t h e n i s ` w h a t i s a f a i r v a l u e o f K ? '
A t t h e t i m e w h e n t h e c o n t r a c t i s w r i t t e n , w e d o n ' t k n o w S
T
, w e c a n o n l y g u e s s
a t i t . T y p i c a l l y , w e a s s i g n a p r o b a b i l i t y d i s t r i b u t i o n t o i t . A w i d e l y a c c e p t e d
m o d e l t h a t w e r e t u r n t o i n x 7 i s t h a t s t o c k p r i c e s a r e l o g - n o r m a l l y d i s t r i b u t e d .
T h a t i s , t h e r e a r e c o n s t a n t s a n d s o t h a t t h e l o g a r i t h m o f S
T
= S
0
t h e s t o c k
p r i c e a t t i m e T d i v i d e d b y t h a t a t t i m e z e r o i s n o r m a l l y d i s t r i b u t e d w i t h m e a n
a n d v a r i a n c e
2
. I n s y m b o l s :
P
S
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2 l o g a ; l o g b
=
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l o g b
l o g a
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e x p
,
x ,
2
2
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d x
N o t i c e t h a t s t o c k p r i c e s s h o u l d s t a y p o s i t i v e , s o a , b a r e p o s i t i v e .
O u r r s t g u e s s m i g h t b e t h a t E S
T
s h o u l d r e p r e s e n t a f a i r p r i c e t o w r i t e i n t o
o u r c o n t r a c t . H o w e v e r , i t w o u l d b e a r a r e c o i n c i d e n c e f o r t h i s t o b e t h e m a r k e t
p r i c e .
F o r s i m p l i c i t y , w e a l w a y s a s s u m e t h a t m a r k e t p a r t i c i p a n t s c a n b o r r o w m o n e y
f o r t h e s a m e r i s k - f r e e r a t e o f i n t e r e s t a s t h e y c a n l e n d m o n e y . T h u s , i f I b o r r o w $ 1
n o w , m y d e b t a t t i m e T w i l l b e $ e
r
, s a y , a n d s i m i l a r l y i f I k e e p $ 1 i n t h e b a n k t h e n
a t t i m e T i t w i l l b e w o r t h $ e
r
. S e e H u l l p . 5 0 f o r a d i s c u s s i o n o f t h i s a s s u m p t i o n .
W e n o w s h o w t h a t i t i s t h e i n t e r e s t r a t e a n d n o t o u r l o g - n o r m a l m o d e l t h a t f o r c e s
a c h o i c e o f K u p o n u s .
1 . S u p p o s e r s t t h a t K S
0
e
r
. T h e n m y c o u n t e r p a r t c a n a d o p t t h e f o l l o w i n g
s t r a t e g y : s h e b o r r o w s $ S
0
a t t i m e z e r o a n d b u y s w i t h i t o n e u n i t o f s t o c k .
A t t i m e T , s h e m u s t r e p a y $ S
0
e
r
t o t h e b a n k , b u t s h e h a s t h e s t o c k t o s e l l
t o m e f o r $ K , l e a v i n g h e r a c e r t a i n p r o t o f $ S
0
e
r
, K .
8/3/2019 1.Financial Derivatives and Discrete Time Models I
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2 . I f K S
0
e
r
, t h e n I c a n r e v e r s e t h i s s t r a t e g y . I s e l l a u n i t o f s t o c k a t t i m e
z e r o f o r $ S
0
a n d I p u t t h e m o n e y i n t h e b a n k . A t t i m e T , I h a v e a c c u m u l a t e d
$ S
0
e
r
a n d I u s e $ K t o b u y a u n i t o f s t o c k l e a v i n g m e w i t h a c e r t a i n p r o t
o f $ S
0
e
r
, K .
U n l e s s K = S
0
e
r
, o n e o f u s i s g u a r a n t e e d t o m a k e a p r o t .
R e m a r k . I n t h i s a r g u m e n t , I s o l d s t o c k t h a t I m a y n o t o w n . T h i s i s k n o w n a s
s h o r t s e l l i n g . T h i s c a n , a n d d o e s , h a p p e n : i n v e s t o r s c a n h o l d n e g a t i v e a m o u n t s
o f s t o c k . F o r t h e d e t a i l s o f t h e m e c h a n i s m s i n v o l v e d s e e H u l l p . 4 8 - 9 .
D e n i t i o n 1 . 4 A n o p p o r t u n i t y t o l o c k i n t o a r i s k f r e e p r o t i s c a l l e d a n a r b i t r a g e
o p p o r t u n i t y .
T h e s t a r t i n g p o i n t i n e s t a b l i s h i n g a m o d e l i n m o d e r n n a n c e t h e o r y i s t o s p e c i f y
t h a t t h e r e a r e n o a r b i t r a g e o p p o r t u n i t i e s . I n f a c t t h e r e a r e p e o p l e w h o m a k e t h e i r
l i v i n g e n t i r e l y f r o m e x p l o i t i n g a r b i t r a g e o p p o r t u n i t i e s , b u t s u c h o p p o r t u n i t i e s d o
n o t e x i s t f o r a s i g n i c a n t l e n g t h o f t i m e b e f o r e m a r k e t p r i c e s m o v e t o e l i m i n a t e
t h e m .
O f c o u r s e f o r w a r d s a r e a v e r y s p e c i a l s o r t o f d e r i v a t i v e . T h e a r g u m e n t a b o v e
w o n ' t t e l l u s h o w t o v a l u e a n o p t i o n , b u t t h e s t r a t e g y o f s e e k i n g a p r i c e t h a t d o e s
n o t p r o v i d e e i t h e r p a r t y w i t h a n a r b i t r a g e o p p o r t u n i t y w i l l b e f u n d a m e n t a l i n
w h a t f o l l o w s .
2 D i s c r e t e t i m e m o d e l s I
2 . 1 T h e s i n g l e p e r i o d b i n a r y m o d e l
F o r m o s t o f w h a t f o l l o w s w e s h a l l b e i n t e r e s t e d i n n d i n g t h e ` f a i r ' p r i c e f o r a
E u r o p e a n c a l l o p t i o n . W e b e g i n w i t h a s i m p l e e x a m p l e .
E x a m p l e 2 . 1 S u p p o s e t h a t t h e c u r r e n t p r i c e i n S w i s s F r a n c s S F R o f $ 1 0 0 i s
S
0
= 1 5 0 . C o n s i d e r a E u r o p e a n c a l l o p t i o n w i t h s t r i k e p r i c e K = 1 5 0 a t t i m e T .
W h a t i s a f a i r p r i c e t o p a y f o r t h i s o p t i o n ?
R e c a l l t h a t s u c h a n o p t i o n g i v e s t h e b u y e r t h e r i g h t t o b u y $ 1 0 0 f o r 1 5 0 S F R a t
t i m e T . N o w t h e t r u e e x c h a n g e r a t e a t t i m e T i s n o t s o m e t h i n g w e k n o w , b u t i t
c a n b e m o d e l l e d b y a r a n d o m v a r i a b l e . T h e s i m p l e s t m o d e l i s t h e s i n g l e p e r i o d
b i n a r y m o d e l w h e r e S
T
w h i c h h e r e d e n o t e s t h e c o s t i n S F R o f $ 1 0 0 a t t i m e T i s
a s s u m e d t o t a k e o n e o f t w o v a l u e s w i t h s p e c i e d p r o b a b i l i t i e s . L e t ' s s u p p o s e
S
T
=
1 8 0 w i t h p r o b a b i l i t y p
9 0 w i t h p r o b a b i l i t y 1 , p
T h e p a y o o f t h e o p t i o n w i l l b e 3 0 = 1 8 0 - 1 5 0 S F R w i t h p r o b a b i l i t y p a n d 0 w i t h
p r o b a b i l i t y 1 , p a n d s o h a s e x p e c t a t i o n 3 0 p S F R . I s 3 0 p S F R a f a i r p r i c e t o p a y
f o r t h e o p t i o n ?
A s s u m e f o r s i m p l i c i t y t h a t i n t e r e s t r a t e s a r e z e r o a n d t h a t c u r r e n c y i s b o u g h t a n d
s o l d a t t h e s a m e e x c h a n g e r a t e .
8/3/2019 1.Financial Derivatives and Discrete Time Models I
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T o m a k e t h i n g s m o r e c o n c r e t e , s u p p o s e t h a t p = 0 : 5 . T h a t i s , w e a r e m o d e l l i n g
S
T
a s a r a n d o m v a r i a b l e t h a t t a k e s t h e v a l u e s 9 0 S F R a n d 1 8 0 S F R w i t h e q u a l
p r o b a b i l i t y . W e a r e t h e n a s k i n g w h e t h e r 1 5 S F R i s a f a i r p r i c e t o p a y f o r t h e
o p t i o n .
A s i n x 1 , b y ` f a i r ' w e m e a n t h a t t h e r e i s n o p o s s i b i l i t y o f a r i s k f r e e p r o t f o r
e i t h e r t h e b u y e r o r t h e s e l l e r o f t h e o p t i o n . I c l a i m t h a t i f t h e p r i c e i s 1 5 S F R ,
t h e n I c a n m a k e a r i s k - f r e e p r o t b y t h e f o l l o w i n g s t r a t e g y : I b u y t h e o p t i o n a n d
I b o r r o w $ 3 3 . 3 3 a n d c o n v e r t i t s t r a i g h t i n t o 5 0 S F R . I s h a l l h a v e t o p a y o m y
l o a n i n d o l l a r s a t t i m e T .
M y p o s i t i o n a t t i m e z e r o i s a s f o l l o w s : I h a v e o n e o p t i o n t o b u y $ 1 0 0 f o r
1 5 0 S F R a t t i m e T , I h a v e 3 5 S F R 5 0 f r o m t h e c o n v e r s i o n o f m y d o l l a r l o a n , l e s s
1 5 p a i d f o r t h e o p t i o n a n d I h a v e a d e b t o f $ 3 3 . 3 3 .
A t t i m e T , o n e o f t w o t h i n g s h a s h a p p e n e d :
1 . I f S
T
= 1 8 0 , t h e n I e x e r c i s e t h e o p t i o n a n d b u y $ 1 0 0 f o r 1 5 0 S F R . I u s e
$ 3 3 . 3 3 t o p a y o m y d o l l a r d e b t , l e a v i n g m e $ 6 6 . 6 7 . T h i s I c o n v e r t b a c k i n t o
S F R a t t h e c u r r e n t e x c h a n g e r a t e . T h i s n e t s 2 = 3 1 8 0 = 1 2 0 S F R . I n t o t a l
t h e n , i f S
T
= 1 8 0 , a t t i m e T I h a v e 3 5 S F R - 1 5 0 S F R u s e d t o e x e r c i s e t h e
o p t i o n + 1 2 0 S F R , w h i c h t o t a l s 5 S F R c l e a r p r o t .
2 . I f S
T
= 9 0 , t h e n I t h r o w a w a y t h e o p t i o n w h i c h i s w o r t h l e s s a n d c o n v e r t
m y 3 5 S F R i n t o d o l l a r s , n e t t i n g $ 0 : 9 3 5 = $ 3 8 : 8 9 . I p a y o m y d e b t l e a v i n g
a p r o t o f $ 5 . 5 6 .
W h a t e v e r t h e t r u e e x c h a n g e r a t e a t t i m e T , I m a k e a p r o t .
S o t h e p r i c e o f t h e o p t i o n i s t o o l o w a t l e a s t f r o m t h e p o i n t o f v i e w o f t h e s e l l e r .
W h a t i s t h e r i g h t p r i c e ?
L e t ' s t h i n k o f t h i n g s f r o m t h e p o i n t o f v i e w o f t h e s e l l e r . I f I a m t h e s e l l e r o f
t h e o p t i o n , t h e n I k n o w t h a t a t t i m e T , I s h a l l n e e d $ S
T
, 1 5 0
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i n o r d e r t o m e e t
t h e c l a i m a g a i n s t m e . T h e i d e a i s t o c a l c u l a t e h o w m u c h m o n e y I n e e d a t t i m e
z e r o t o b e h e l d i n a c o m b i n a t i o n o f d o l l a r s a n d S w i s s F r a n c s t o g u a r a n t e e t h i s .
S u p p o s e t h e n I h o l d $ x
1
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w o r t h a t l e a s t S
T
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1 . I f S
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= 1 8 0 , t h e n I s h a l l n e e d a t l e a s t 3 0 S F R . T h a t i s , w e m u s t h a v e
x
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2 . O n t h e o t h e r h a n d , i f S
T
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j u s t n e e d n o t t o b e o u t o f p o c k e t . T h a t i s , I w a n t
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A p r o t i s g u a r a n t e e d w i t h o u t r i s k f o r t h e s e l l e r i f x
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o f t h e s h a d e d r e g i o n i n F i g u r e 1 . O n t h e b o u n d a r y o f t h e r e g i o n , t h e r e i s a
p o s i t i v e p r o b a b i l i t y o f p r o t a n d n o p r o b a b i l i t y o f l o s s a t a l l p o i n t s o t h e r t h a n
t h e i n t e r s e c t i o n o f t h e t w o l i n e s . A t t h a t p o i n t t h e s e l l e r i s g u a r a n t e e d t o h a v e
e x a c t l y t h a t m o n e y r e q u i r e d t o m e e t t h e c l a i m a g a i n s t h e r a t t i m e T .
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x + 0.9x =0
2
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x + 1.8 x =301
x
x2
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F i g u r e 1 .
S o l v i n g t h e s i m u l t a n e o u s e q u a t i o n s g i v e s t h a t t h e s e l l e r c a n e x a c t l y m e e t t h e
c l a i m i f x
1
=
, 3 0 a n d x
2
= 3 0 0 = 9 . N o w t o p u r c h a s e $ 3 0 0 = 9 a t t i m e z e r o w o u l d
r e q u i r e 3 0 0 = 9 1 5 0 = 1 0 0 = 5 0 S F R . t h e v a l u e o f t h e p o r t f o l i o a t t i m e z e r o i s t h e n
5 0 , 3 0 = 2 0 S F R . T h e s e l l e r r e q u i r e s e x a c t l y 2 0 S F R a t t i m e z e r o t o c o n s t r u c t a
p o r t f o l i o t h a t w i l l b e w o r t h e x a c t l y t h e p a y o o f t h e o p t i o n a t t i m e T .
O n e c a n r e v e r s e t h e a r g u m e n t a b o v e t o s h o w t h a t f o r a n y l o w e r p r i c e , t h e r e i s
a s t r a t e g y f o r w h i c h t h e b u y e r m a k e s a r i s k - f r e e p r o t .
T h e f a i r p r i c e i s 2 0 S F R .
N o t i c e t h a t w e d i d n o t u s e t h e p r o b a b i l i t y , p , o f t h e p r i c e S
T
g o i n g u p t o
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r e p l i c a t e t h e c l a i m b y t h i s s i m p l e p o r t f o l i o . T h e s e l l e r c a n h e d g e t h e c o n t i n g e n t
c l a i m S
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2
.
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L e m m a 2 . 2 S u p p o s e t h a t t h e r i s k f r e e i n t e r e s t r a t e i s s u c h t h a t $ 1 d e p o s i t e d n o w
w i l l b e w o r t h $ e
r T
a t t i m e T . D e n o t e t h e t i m e z e r o v a l u e o f a c e r t a i n a s s e t b y
S
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t i m e T w i l l b e e i t h e r S
0
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d . A s s u m e f u r t h e r t h a t
d e
r T
u :
A t t i m e z e r o , t h e m a r k e t p r i c e o f a E u r o p e a n c a l l o p t i o n b a s e d o n t h i s s t o c k w i t h
s t r i k e p r i c e K a n d m a t u r i t y T i s
1 , d e
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u , K
+
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u , d
S
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+
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R e m a r k 2 . 3 A t e r n a r y m o d e l .
T h e r e w e r e s e v e r a l t h i n g s a b o u t t h e b i n a r y m o d e l t h a t w e r e v e r y s p e c i a l . I n p a r -
t i c u l a r w e a s s u m e d t h a t w e k n e w t h a t t h e a s s e t p r i c e w o u l d b e o n e o f j u s t t w o
s p e c i e d v a l u e s a t t i m e T . W h a t i f w e a l l o w t h r e e v a l u e s ?
W e c a n t r y t o r e p e a t t h e a n a l y s i s a b o v e . A g a i n t h e s e l l e r w o u l d l i k e t o r e p l i c a t e
t h e c l a i m a t t i m e T b y a p o r t f o l i o c o n s i s t i n g o f x
1
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w i l l b e t h r e e s c e n a r i o s t o c o n s i d e r , c o r r e s p o n d i n g t o t h e t h r e e p o s s i b l e v a l u e s o f
S
T
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x
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i = 1 ; 2 ; 3 ;
w h e r e S
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a r e t h e p o s s i b l e v a l u e s o f S
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s e e F i g u r e 2 .
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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 01 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1x
x
2
1
F i g u r e 2 .
I n o r d e r t o b e g u a r a n t e e d t o m e e t t h e c l a i m a t t i m e T , t h e s e l l e r r e q u i r e s x
1
; x
2
t o l i e i n t h e s h a d e d r e g i o n , b u t a t a n y p o i n t i n t h a t r e g i o n , s h e h a s a p o s i t i v e
p r o b a b i l i t y o f m a k i n g a p r o t a n d z e r o p r o b a b i l i t y o f m a k i n g a l o s s . T h e r e i s n o
p o r t f o l i o t h a t e x a c t l y r e p l i c a t e s t h e c l a i m a n d t h e r e i s n o u n i q u e ` f a i r ' p r i c e f o r
t h e o p t i o n .
O u r m a r k e t i s n o t c o m p l e t e . T h a t i s , t h e r e a r e c o n t i n g e n t c l a i m s t h a t c a n n o t
b e p e r f e c t l y h e d g e d .
I f w e a l l o w e d t h e s e l l e r t o t r a d e i n a t h i r d ` i n d e p e n d e n t ' a s s e t , t h e n o u r a r g u -
m e n t w o u l d l e a d u s t o t h r e e l i n e a r e q u a t i o n s i n t h r e e u n k n o w n s , c o r r e s p o n d i n g
t o t h r e e n o n - p a r a l l e l p l a n e s i n R
3
w h i c h i n t e r s e c t i n a s i n g l e p o i n t . T h a t p o i n t
r e p r e s e n t s t h e u n i q u e p o r t f o l i o t h a t e x a c t l y r e p l i c a t e s t h e c l a i m a t t i m e T .
2 . 2 A c h a r a c t e r i s a t i o n o f ` n o a r b i t r a g e '
I n o u r b i n a r y s e t t i n g i t w a s e a s y t o n d t h e r i g h t p r i c e f o r o u r o p t i o n b y s o l v i n g
a p a i r o f s i m u l t a n e o u s e q u a t i o n s i n t w o u n k n o w n s . I n m o r e c o m p l e x s i t u a t i o n s ,
i t i s c o n v e n i e n t t o h a v e a r a t h e r d i e r e n t v i e w p o i n t . T h i s n e w v i e w p o i n t w i l l a l s o
c a r r y o v e r t o o u r c o n t i n u o u s m o d e l s a n d i s p o s s i b l y t h e s i n g l e m o s t i m p o r t a n t
i d e a i n v a l u a t i o n o f d e r i v a t i v e s . T h i s w i l l t a k e u s b a c k i n t o p r o b a b i l i t y t h e o r y ,
b u t r s t w e n e e d a c o n c i s e m a t h e m a t i c a l c o n d i t i o n t o c h a r a c t e r i s e m a r k e t s t h a t
h a v e n o a r b i t r a g e o p p o r t u n i t i e s .
O u r m a r k e t w i l l n o w c o n s i s t o f a n i t e b u t p o s s i b l y l a r g e n u m b e r o f t r a d e a b l e
a s s e t s .
S u p p o s e t h e n t h a t t h e r e a r e N t r a d e a b l e a s s e t s i n t h e m a r k e t . T h e i r p r i c e s
a t t i m e z e r o a r e g i v e n b y t h e c o l u m n v e c t o r S
0
= S
1
0
; S
2
0
; : : : ; S
N
0
T
. U n c e r t a i n t y
a b o u t t h e m a r k e t i s r e p r e s e n t e d b y a n i t e n u m b e r o f p o s s i b l e s t a t e s i n w h i c h t h e
m a r k e t m i g h t b e a t t i m e o n e t h a t w e l a b e l 1 ; 2 ; : : : ; n . T h e s e c u r i t y v a l u e s a t t i m e
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o n e a r e g i v e n b y a n N n m a t r i x D = D
i j
, w h e r e t h e c o e c i e n t D
i j
i s t h e v a l u e
o f t h e i t h s e c u r i t y a t t i m e o n e i f t h e m a r k e t i s i n s t a t e j .
I n t h i s n o t a t i o n , a p o r t f o l i o c a n b e t h o u g h t o f a s a v e c t o r =
1
;
2
; : : : ;
n
T
2
R
N
, w h o s e m a r k e t v a l u e a t t i m e z e r o i s t h e s c a l a r p r o d u c t S
0
: = S
1
0
1
+ S
2
0
2
+
: : : + S
N
0
N
. T h e p a y o o f t h e p o r t f o l i o a t t i m e o n e i s a v e c t o r i n R
n
w h o s e i t h
e n t r y i s t h e v a l u e o f t h e p o r t f o l i o i f t h e m a r k e t i s i n s t a t e i . W e c a n w r i t e t h e
p a y o a s
0
B
B
@
D
1 1
1
+ D
2 1
2
+ D
N 1
N
D
1 2
1
+ D
2 2
2
+ D
N 2
N
.
.
.
D
1 n
1
+ D
2 n
2
+ D
N n
N
1
C
C
A
= D
T
:
N o t a t i o n
F o r a v e c t o r x 2 R
n
w e w r i t e x 0 t o m e a n x 2 R
n
+
a n d x 0 t o m e a n
x 0 ; x 6 = 0 . N o t i c e t h a t x 0 d o e s n o t r e q u i r e x t o b e s t r i c t l y p o s i t i v e i n
a l l i t s c o o r d i n a t e s . W e w r i t e x 0 , f o r v e c t o r s w h i c h a r e s t r i c t l y p o s i t i v e i n a l l
c o o r d i n a t e s , i e f o r v e c t o r s x 2 R
n
+ +
.
A n a r b i t r a g e i s t h e n a p o r t f o l i o 2 R
N
w i t h
S
0
: 0 ; D
T
0 o r S
0
: 0 ; D
T
0 :
D e n i t i o n 2 . 4 A s t a t e p r i c e v e c t o r i s a v e c t o r 2 R
n
+ +
s u c h t h a t S
0
= D .
E x p a n d i n g t h i s g i v e s
0
B
B
@
S
1
0
S
2
0
.
.
.
S
N
0
1
C
C
A
=
1
0
B
B
@
D
1 1
D
2 1
.
.
.
D
N 1
1
C
C
A
+
2
0
B
B
@
D
1 2
D
2 2
.
.
.
D
N 2
1
C
C
A
+ +
n
0
B
B
@
D
1 n
D
2 n
.
.
.
D
N n
1
C
C
A
:
T h e v e c t o r m u l t i p l i e d b y
i
i s t h e s e c u r i t y p r i c e v e c t o r i f t h e m a r k e t i s i n s t a t e i .
W e c a n t h i n k o f
i
a s t h e m a r g i n a l c o s t o f o b t a i n i n g a n a d d i t i o n a l u n i t o f w e a l t h
a t t h e e n d o f t h e t i m e p e r i o d i f t h e s y s t e m i s i n s t a t e i .
T h e o r e m 2 . 5 T h e r e i s n o a r b i t r a g e i f a n d o n l y i f t h e r e i s a s t a t e p r i c e v e c t o r .
T h e p r o o f i s a n a p p l i c a t i o n o f t h e f o l l o w i n g r e s u l t f r o m c o n v e x i t y t h e o r y f o r a
d i s c u s s i o n s e e A p p e n d i x B o f D u e a n d t h e r e f e r e n c e s t h e r e i n . R e c a l l t h a t
M R
d
i s a c o n e i f x 2 M i m p l i e s x 2 M f o r a l l s t r i c t l y p o s i t i v e s c a l a r s .
T h e o r e m 2 . 6 S u p p o s e M a n d K a r e c l o s e d c o n v e x c o n e s i n R
d
t h a t i n t e r s e c t
p r e c i s e l y a t t h e o r i g i n . I f K i s n o t a l i n e a r s u b s p a c e , t h e n t h e r e i s a n o n - z e r o
l i n e a r f u n c t i o n a l F s u c h t h a t F x F y f o r e a c h x 2 M a n d e a c h n o n - z e r o
y 2 K .
R e m i n d e r : A l i n e a r f u n c t i o n a l o n R
d
i s a l i n e a r m a p p i n g F : R
d
! R . B y
t h e R i e s z R e p r e s e n t a t i o n T h e o r e m , a n y b o u n d e d l i n e a r f u n c t i o n a l o n R
d
c a n b e
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w r i t t e n a s F x = v
0
: x . T h a t i s F x i s t h e s c a l a r ` d o t ' p r o d u c t o f s o m e x e d
v e c t o r v
0
2 R
d
w i t h x .
P r o o f o f T h e o r e m 2 . 5
W e t a k e d = 1 + n i n T h e o r e m 2 . 6 a n d s e t
M =
,
, S
0
: ; D
T
: 2 R
N
R R
n
= R
1 + n
;
K = R
+
R
n
+
:
N o t e t h a t K i s a c o n e a n d M i s a l i n e a r s p a c e .
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 00 0 0 0 0 0 0 0 0 0 0 0
1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 1 1 1 1 1 1 1
R
R
1
n
M
K
F i g u r e 3 .
E v i d e n t l y , t h e r e i s n o a r b i t r a g e i f a n d o n l y i f K a n d M i n t e r s e c t p r e c i s e l y a t t h e
o r i g i n a s s h o w n i n F i g u r e 3 . W e m u s t p r o v e t h a t K M = f 0 g i f a n d o n l y i f t h e r e
i s a s t a t e p r i c e v e c t o r .
i S u p p o s e r s t t h a t K M = f 0 g . F r o m T h e o r e m 2 . 6 , t h e r e i s a l i n e a r
f u n c t i o n a l F : R
d
! R s u c h t h a t F z F x f o r a l l z 2 M a n d n o n - z e r o x 2 K .
T h e r s t s t e p i s t o s h o w t h a t F m u s t v a n i s h o n M . W e e x p l o i t t h e f a c t t h a t M
i s a l i n e a r s p a c e .
F i r s t o b s e r v e t h a t F 0 = 0 b y l i n e a r i t y o f F a n d s o F x 0 f o r x 2 K a n d
F x 0 f o r x 2 K n f 0 g . F i x x
0
2 K w i t h x
0
6 = 0 . N o w t a k e a n a r b i t r a r y z 2 M .
T h e n F z F x
0
, b u t a l s o , s i n c e M i s a l i n e a r s p a c e , F z = F z F x
0
f o r a l l 2 R . T h i s c a n o n l y h o l d i f F z = 0 . z 2 M w a s a r b i t r a r y a n d s o F
v a n i s h e s o n M a s r e q u i r e d .
W e n o w u s e t h i s t o a c t u a l l y e x p l i c i t l y c o n s t r u c t t h e s t a t e p r i c e v e c t o r f r o m
F . F i r s t w e u s e t h e R i e s z R e p r e s e n t a t i o n T h e o r e m t o w r i t e F a s F x = v
0
: x f o r
s o m e v
0
2 R
d
. I t i s c o n v e n i e n t t o w r i t e v
0
= ; f o r s o m e 2 R , 2 R
n
. T h e n
F v ; c = v + : c f o r a n y v ; c 2 R R
n
= R
d
:
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S i n c e F x 0 f o r a l l n o n - z e r o x 2 K , w e m u s t h a v e 0 a n d 0 c o n s i d e r
a v e c t o r a l o n g e a c h o f t h e c o - o r d i n a t e a x e s . F i n a l l y , s i n c e F v a n i s h e s o n M ,
, S
0
: + : D
T
= 0 8 2 R
N
:
O b s e r v i n g t h a t : D
T
= D : , t h i s b e c o m e s
, S
0
: + D : = 0 8 2 R
N
;
w h i c h i m p l i e s t h a t S
0
= D = . T h e v e c t o r = = i s a s t a t e p r i c e v e c t o r .
i i S u p p o s e n o w t h a t t h e r e i s a s t a t e p r i c e v e c t o r . W e m u s t p r o v e t h a t K M =
f 0 g .
W r i t i n g f o r t h e s t a t e p r i c e v e c t o r , S
0
= D . T h e n f o r a n y p o r t f o l i o ,
S
0
: = D : = : D
T
:
N o w , i f D
T
2 R
n
+
, t h e n , s i n c e 0 , : D
T
0 . I f , S
0
: ; D
T
2 K ,
D
T
2 R
n
+
a n d
, S
0
:
0 . T h a t i s , w e m u s t h a v e : D
T
0 a n d
, S
0
: =
, : D
T
0 . T h i s h a p p e n s i f a n d o n l y i f , S
0
: = : D
T
= 0 . T h a t i s ,
K
M =
f 0
g , a s r e q u i r e d . 2
2 . 3 T h e r i s k n e u t r a l p r o b a b i l i t y m e a s u r e .
I n o r d e r t o g e t b a c k t o p r o b a b i l i t y t h e o r y , w e a r e g o i n g t o t h i n k o f t h e s t a t e
p r i c e v e c t o r r a t h e r d i e r e n t l y . R e c a l l t h a t a l l t h e e n t r i e s o f a r e s t r i c t l y p o s i t i v e .
W r i t i n g
0
=
P
n
i = 1
i
, w e c a n t h i n k o f
=
1
0
;
2
0
; : : : ;
n
0
T
1
a s a v e c t o r o f p r o b a b i l i t i e s f o r b e i n g i n d i e r e n t s t a t e s . O f c o u r s e t h e y m a y h a v e
n o t h i n g t o d o w i t h o u r v i e w o f h o w t h e m a r k e t s w i l l m o v e .
F i r s t o f a l l , w h a t i s
0
?
S u p p o s e t h a t t h e m a r k e t a l l o w s p o s i t i v e r i s k l e s s b o r r o w i n g , b y w h i c h w e m e a n
t h a t f o r s o m e p o r t f o l i o , ,
D
T
=
0
B
B
@
1
1
.
.
.
1
1
C
C
A
;
i . e . t h e v a l u e o f t h e p o r t f o l i o a t t i m e T i s o n e , n o m a t t e r w h a t s t a t e t h e m a r k e t
i s i n . U s i n g t h e f a c t t h a t i s a s t a t e p r i c e v e c t o r , w e c a l c u l a t e t h a t t h e c o s t o f
s u c h a p o r t f o l i o a t t i m e z e r o i s
S
0
: = D : = : D
T
=
n
X
i = 1
i
=
0
:
T h a t i s
0
r e p r e s e n t s t h e d i s c o u n t o n r i s k l e s s b o r r o w i n g .
8/3/2019 1.Financial Derivatives and Discrete Time Models I
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N o w u n d e r t h e p r o b a b i l i t y d i s t r i b u t i o n g i v e n b y t h e v e c t o r 1 , t h e e x p e c t e d
v a l u e o f t h e i t h s e c u r i t y a t t i m e T i s
E
S
i
T
=
n
X
j = 1
D
i j
j
0
=
1
0
n
X
j = 1
D
i j
j
=
1
0
S
i
0
;
w h e r e i n t h e l a s t e q u a l i t y w e h a v e u s e d S
0
= D . T h a t i s
S
i
0
=
0
E
S
i
T
; i = 1 ; : : : ; n : 2
A n y s e c u r i t y ' s p r i c e i s i t s d i s c o u n t e d e x p e c t e d p a y o u n d e r t h e p r o b a b i l i t y d i s t r i -
b u t i o n 1 .
T h i s o b s e r v a t i o n g i v e s u s a n e w w a y t o t h i n k a b o u t t h e p r i c i n g o f c o n t i n g e n t
c l a i m s . W e s h a l l s a y t h a t a c l a i m i s a t t a i n a b l e i f i t c a n b e h e d g e d . T h a t i s , i f
t h e r e i s a p o r t f o l i o w h o s e v a l u e a t t i m e T i s e x a c t l y C .
T h e o r e m 2 . 7 I f t h e r e i s n o a r b i t r a g e , t h e u n i q u e t i m e z e r o p r i c e o f a n a t t a i n a b l e
c l a i m C a t t i m e T i s
0
E C w h e r e t h e e x p e c t a t i o n i s w i t h r e s p e c t t o a n y p r o b a -
b i l i t y m e a s u r e f o r w h i c h S
i
0
=
0
E S
i
T
f o r a l l i a n d
0
i s t h e d i s c o u n t o n r i s k l e s s
b o r r o w i n g .
R e m a r k . T h e s a m e v a l u e i s o b t a i n e d i f t h e e x p e c t a t i o n i s c a l c u l a t e d f o r a n y
v e c t o r o f p r o b a b i l i t i e s s u c h t h a t S
i
0
=
0
E S
i
T
s i n c e , i n t h e a b s e n c e o f a r b i t r a g e ,
t h e r e i s o n l y o n e r i s k l e s s b o r r o w i n g r a t e .
T h i s r e s u l t s a y s t h a t i f I c a n n d a p r o b a b i l i t y v e c t o r f o r w h i c h t h e v a l u e o f
e a c h s e c u r i t y n o w i s i t s d i s c o u n t e d e x p e c t e d v a l u e a t t i m e T t h e n I c a n n d t h e
t i m e z e r o v a l u e o f a n y a t t a i n a b l e c o n t i n g e n t c l a i m b y c a l c u l a t i n g t h e e x p e c t a t i o n .
I w i l l b e u s i n g t h e s a m e p r o b a b i l i t y v e c t o r , w h a t e v e r t h e c l a i m .
P r o o f o f T h e o r e m 2 . 7
S i n c e t h e c l a i m c a n b e h e d g e d , t h e r e i s a p o r t f o l i o s o t h a t : S
T
= C . N o w
: S
0
= :
0
E S
T
=
0
N
X
i = 1
i
E S
i
T
=
0
E : S
T
;
a s r e q u i r e d . 2
L e t ' s g o b a c k t o o u r v e r y r s t o p t i o n p r i c i n g e x a m p l e .
E x a m p l e 2 . 1 r e v i s i t e d .
R e c a l l t h e c o n d i t i o n s i n t h a t e x a m p l e : t h e c u r r e n t p r i c e i n S w i s s F r a n c s S F R
o f $ 1 0 0 i s S
0
= 1 5 0 . W e s u p p o s e t h a t a t t i m e T , t h e p r i c e w i l l h a v e m o v e d t o
e i t h e r 9 0 S F R o r 1 8 0 S F R . O u r p r o b l e m w a s t o p r i c e a E u r o p e a n c a l l o p t i o n w i t h
s t r i k e p r i c e K = 1 5 0 a t t i m e T . T h e h o l d e r o f s u c h a n o p t i o n h a s t h e r i g h t , b u t
n o t t h e o b l i g a t i o n , t o b u y $ 1 0 0 f o r 1 5 0 S F R a t t i m e T . F o r s i m p l i c i t y , i n t e r e s t
r a t e s w e r e a s s u m e d t o b e z e r o .
W e a l r e a d y k n o w t h e f a i r p r i c e f o r s u c h a n o p t i o n i s 2 0 S F R , b u t l e t s s e e h o w
t o o b t a i n t h i s w i t h o u r n e w a p p r o a c h .
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U n d e r o u r a s s u m p t i o n o f z e r o i n t e r e s t r a t e s , w e h a v e
0
= 1 a n d s o w e a r e
s e e k i n g a p r o b a b i l i t y v e c t o r s u c h t h a t E S
T
= S
0
. T h a t i s , w e a r e l o o k i n g f o r a
p r o b a b i l i t y v e c t o r f o r w h i c h t h e e x c h a n g e r a t e b e h a v e s l i k e a f a i r g a m e . L e t p b e
t h e p r o b a b i l i t y t h a t S
T
= 1 8 0 S F R , t h e n s i n c e S
T
c a n o n l y t a k e v a l u e s 1 8 0 a n d 9 0
i t m u s t b e t h a t P S
T
= 9 0 = 1 , p . F o r t h e p r i c e t o b e h a v e l i k e a f a i r g a m e , w e
r e q u i r e t h a t
1 8 0 p + 9 0 1 , p = 1 5 0
w h i c h y i e l d s p = 2 = 3 . T h e c l a i m a t t i m e T i s C = S
T
, 1 5 0
+
, a n d s o u s i n g
T h e o r e m 2 . 7 , w e s e e t h a t t h e f a i r p r i c e i n S F R i s
E S
T
, 1 5 0
+
=
2
3
1 8 0 , 1 5 0
+
+
1
3
9 0 , 1 5 0
+
= 2 0 ;
a s b e f o r e .
A r m e d w i t h t h e p r o b a b i l i t y p , i t i s a t r i v i a l m a t t e r t o v a l u e o t h e r o p t i o n s , f o r
e x a m p l e a E u r o p e a n c a l l w i t h s t r i k e p r i c e 1 2 0 S F R i n s t e a d o f 1 5 0 S F R w o u l d b e
v a l u e d a t
E S
T
, 1 2 0
+
=
2
3
1 8 0 , 1 2 0
+
+
1
3
9 0 , 1 2 0
+
= 4 0 :
T h e p r o b a b i l i t y m e a s u r e t h a t a s s i g n s p r o b a b i l i t y 2 3 t o S
T
= 1 8 0 S F R a n d 1 3
t o S
T
= 9 0 S F R i s c a l l e d a n e q u i v a l e n t m a r t i n g a l e p r o b a b i l i t y f o r t h e d i s c o u n t e d
p r i c e p r o c e s s f S
0
,
0
S
T
g . T h e p r o b a b i l i t i e s a r e a l s o s o m e t i m e s c a l l e d t h e r i s k
n e u t r a l p r o b a b i l i t i e s .